AI exposure by occupation, O*NET 21-1022.00
Will AI replace Healthcare Social Workers?
Healthcare Social Workers: AI can already handle 5 of 17 tasks; the work mostly needs a frontier-tier model.
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Every task, scored
The 17 tasks O*NET 30.3 lists for Healthcare Social Workers, from most to least exposed. 5 reach 60 or more, the level at which AI already handles a task.
| Task | AI exposure | Evidence | Model tier |
|---|---|---|---|
| Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs. | Estimated | Standard | |
| Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan. | Estimated | Frontier | |
| Identify environmental impediments to client or patient progress through interviews and review of patient records. | Estimated | Efficient | |
| Utilize consultation data and social work experience to plan and coordinate client or patient care and rehabilitation, following through to ensure service efficacy. | Estimated | Frontier | |
| Develop or advise on social policy and assist in community development. | Estimated | Frontier | |
| Plan discharge from care facility to home or other care facility. | Estimated | Frontier | |
| Modify treatment plans to comply with changes in clients' status. | Estimated | Frontier | |
| Plan and conduct programs to combat social problems, prevent substance abuse, or improve community health and counseling services. | Estimated | Frontier | |
| Advocate for clients or patients to resolve crises. | Estimated | Standard | |
| Educate clients about end-of-life symptoms and options to assist them in making informed decisions. | Estimated | Efficient | |
| Investigate child abuse or neglect cases and take authorized protective action when necessary. | Estimated | Efficient | |
| Refer patient, client, or family to community resources to assist in recovery from mental or physical illness and to provide access to services such as financial assistance, legal aid, housing, job placement or education. | Estimated | Efficient | |
| Counsel clients and patients in individual and group sessions to help them overcome dependencies, recover from illness, and adjust to life. | Estimated | Standard | |
| Organize support groups or counsel family members to assist them in understanding, dealing with, and supporting the client or patient. | Estimated | Standard | |
| Supervise and direct other workers providing services to clients or patients. | Estimated | Standard | |
| Oversee Medicaid- and Medicare-related paperwork and recordkeeping in hospitals. | Estimated | Efficient | |
| Conduct social research to advance knowledge in the social work field. | Estimated | Efficient |
Observed: scored from AI use recorded in the Anthropic Economic Index (June 2026 release), 0 of 17 tasks. Estimated: scored from the task's O*NET 30.3 work activity, 17 of 17. Importance is O*NET's 1 to 5 rating of how central the task is. Model tier is the lowest tier that can do the task under the published rubric; "No tier" marks hands-on work.
The model tier this role needs
A frontier-tier model or lower covers 100% of the role's importance-weighted task work. 100% of the work is something AI can address at some tier.
Efficient, standard and frontier tiers come from the JobRoute model tier reference. The recommended tier is the lowest one that covers 80% of the work AI can address. How the method works.
Wages, employment and outlook
- US employment
- 187,630
- Median annual wage
- $67,880
- Middle half of earners
- $56,710 to $82,240
- Projected change, 2024 to 2034
- +7.7%
Employment and wages: BLS Occupational Employment and Wage Statistics, May 2025, national. Projection: BLS Employment Projections 2024 to 2034.
Adjacent roles
The occupations that reuse the most of this role's skills, with the usual time to move. These are the first places to look when you plan to redeploy or retrain people in this role.
- Mental Health and Substance Abuse Social Workers 74% skill overlap, about 9 months to move Exposure47
- Community Health Workers 71% skill overlap, about 11 months to move Exposure45
- Child, Family, and School Social Workers 70% skill overlap, about 11 months to move Exposure45
- Social and Human Service Assistants 67% skill overlap, about 12 months to move Exposure47
- Mental Health Counselors 66% skill overlap, about 12 months to move Exposure43
Skill overlap and transition time from the JobRoute role adjacency graph on O*NET 30.3 skills.
Questions about Healthcare Social Workers and AI
Will AI replace Healthcare Social Workers?
AI already handles 5 of the 17 tasks O*NET lists for this occupation, at a task exposure of 60 or more, and the role's importance-weighted exposure is 43 out of 100. JobRoute scores tasks, not whole jobs, so the score shows how much of the work changes rather than whether the job disappears. BLS projects employment to change by +7.7% from 2024 to 2034.
What is the AI exposure of Healthcare Social Workers?
43 out of 100 on JobRoute's task exposure measure, the importance-weighted average of the role's O*NET task scores. Higher means more of the work is AI-doable today. 0 of the 17 task scores are observed in the Anthropic Economic Index (June 2026 release), and the other 17 are estimated from each task's O*NET work activity.
Which Healthcare Social Workers tasks can AI already do?
The tasks with the highest exposure are: Collaborate with other professionals to evaluate patients' medical or physical condition and to assess client needs; Monitor, evaluate, and record client progress according to measurable goals described in treatment and care plan; Identify environmental impediments to client or patient progress through interviews and review of patient records. They are three of the 5 tasks that reach 60 or more.
What AI model tier does this role need?
A frontier-tier model or lower covers 100% of the role's importance-weighted task work. JobRoute assigns each task the lowest tier that can do it under a published rubric and recommends the lowest tier that covers 80% of the work AI can address.
How many people work as Healthcare Social Workers, and what do they earn?
187,630 people in the United States, with a median annual wage of $67,880 (BLS Occupational Employment and Wage Statistics, May 2025). BLS Employment Projections expect a change of +7.7% from 2024 to 2034.
How to cite
Data version 2026-11-02, JobRoute method v1.0.0. Download all occupations or this occupation as JSON. Methodology.
JobRoute (2026). AI exposure: Healthcare Social Workers. Data version 2026-11-02, method v1.0.0. Built on O*NET 30.3, BLS OEWS May 2025 and the Anthropic Economic Index (June 2026). CC BY 4.0. https://www.jobroute.ai/jobs/healthcare-social-workers
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